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Statistics for Spatio-Temporal Data Noel Cressie, Christopher K. Wikle
Publisher: Wiley

As a multidisciplinary field, Visual Analytics combines several disciplines such as human perception and cognition, interactive graphic design, statistical computing, data mining, spatio-temporal data analysis, and even art. Boundaries of spatial units may evolve across time and that adds another layer of mismatches to a spatio-temporal level. Job Duties (i) Develop and validate multivariate statistical models of spatiotemporal renewable energy fields, based on data sets of disparate spatiotemporal resolution and extent. A condition-of-the-artwork presentation of spatio-temporal processes, bridging vintage ideas with modern hierarchical statistical modeling principles and the most current computational approaches. Spatial Statistics 2013: Revealing intricacies in spatial and spatio-temporal data with statistics. The initial output from this collaboration will be to integrate Metadata Technology's products and NComVA spatio-temporal and multi-dimensional statistical data publisher. This pipeline has been successfully applied to obtain quantitative gene expression data at cellular resolution in space and at 6.5-min resolution in time. It's About Space and Time: From the Modifiable Areal Unit Problem (MAUP) to the Modifiable Temporal Unit Problem (MTUP) to the Modifiable Spatio-Temporal Unit Problem (MSTUP) many facets of space-time dynamics, from semantics and ontology (how we think about the system), to representation of space-time objects and space-time fields (how they move, morph and change) to the statistical and mathematical modeling of time-dynamic geographic systems. In this paper you presented a novel way to represent time-varying spatial data as spatiotemporal linear combination sequences. The model is statistical and does not use space-time physical constraints as developed. The main task will be the development and evaluation of dynamic visualisation methods for spatio-temporal data by combining techniques of computer graphics and statistical analysis.